Emergence of Nonequilibrium Latent Cycles in Unsupervised Generative Modeling
arXiv:2512.11415v2 Announce Type: replace-cross
Abstract: We show that nonequilibrium dynamics can play a constructive role in unsupervised machine learning by inducing the spontaneous emergence of latent-state cycles. We introduce a model in which vi…